Overview
- Helps the reader achieve rapid plant adaptation in quickly-changing environments and fast convergence to target parameter values
- Provides the reader with rigorous treatment of adaptive system stability
- Gives the reader a method of analysing "model-mismatch" instability with a view to avoiding it
Part of the book series: Lecture Notes in Control and Information Sciences (LNCIS, volume 405)
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Table of contents (4 chapters)
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Overview of Adaptive Control
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Safe Switching Adaptive Control
Keywords
About this book
Safe Adaptive Control gives a formal and complete algorithm for assuring the stability of a switched control system when at least one of the available candidate controllers is stabilizing. The possibility of having an unstable switched system even in the presence of a stabilizing candidate controller is demonstrated by referring to several well-known adaptive control approaches, where the system goes unstable when a large mismatch between the unknown plant and the available models exists ("plant-model mismatch instability"). Sufficient conditions for this possibility to be avoided are formulated, and a "recipe" to be followed by the control system designer to guarantee stability and desired performance is provided. The problem is placed in a standard optimization setting. Unlike the finite controller sets considered elsewhere, the candidate controller set is allowed to be continuously parametrized so that it can deal with plants with a very large range of uncertainties.
Reviews
From the reviews:
“The authors start with a subjective ‘overview of adaptive control’ and ‘literature review’ … underlying the limitations of the existing adaptive control algorithms and motivating the concepts presented in the book. … Safe adaptive control by Stefanovic and Safonov may be recommended to any control engineer active in the adaptive control field.” (Jacek Kabziński, Mathematical Reviews, Issue 2012 b)
Authors and Affiliations
Bibliographic Information
Book Title: Safe Adaptive Control
Book Subtitle: Data-driven Stability Analysis and Robust Synthesis
Authors: Margareta Stefanovic, Michael G. Safonov
Series Title: Lecture Notes in Control and Information Sciences
DOI: https://doi.org/10.1007/978-1-84996-453-1
Publisher: Springer London
eBook Packages: Engineering, Engineering (R0)
Copyright Information: Springer-Verlag London 2011
Softcover ISBN: 978-1-84996-452-4Published: 10 February 2011
eBook ISBN: 978-1-84996-453-1Published: 04 February 2011
Series ISSN: 0170-8643
Series E-ISSN: 1610-7411
Edition Number: 1
Number of Pages: XII, 148
Number of Illustrations: 68 b/w illustrations, 21 illustrations in colour
Topics: Control and Systems Theory, Systems Theory, Control, Optimization, Artificial Intelligence